Qualitative inductive methods are widely used in CSCW and HCI research for their ability to generatively discover deep and contextualized insights, but these inherently manual and human-resource-intensive processes are often infeasible for analyzing large corpora. Researchers have been increasingly interested in ways to apply qualitative methods to "big" data problems, hoping to achieve more generalizable results from larger amounts of data while preserving the depth and richness of qualitative methods. In this paper, we describe a study of qualitative researchers' work practices and their challenges, with an eye towards whether this is an appropriate domain for human-AI collaboration and what successful collaborations might entail. Our findings characterize participants' diverse methodological practices and nuanced collaboration dynamics, and identify areas where they might benefit from AI-based tools. While participants highlight the messiness and uncertainty of qualitative inductive analysis, they still want full agency over the process and believe that AI should not interfere. Our study provides a deep investigation of task delegability in human-AI collaboration in the context of qualitative analysis, and offers directions for the design of AI assistance that honor serendipity, human agency, and ambiguity.
Moving Beyond the Flat Screen: Opportunities and Challenges of Extended Reality for Studying Human Brain and Behavior
University of California, Santa Barbara(加州大学圣塔芭芭拉分校);Institute for Collaborative Biotechnologies, University of California, Santa Barbara(加州大学圣塔芭芭拉分校联合生物技术创新研究所);University of Huddersfield(哈德斯菲尔德大学);Saarland University(萨尔兰大学);University of Nebraska–Lincoln(内布拉斯加大学林肯分校)
Understanding Codebase like a Professional! Human-AI Collaboration for Code Comprehension
Johns Hopkins University(约翰斯·霍普金斯大学);Metatrust Labs(MetaTrust实验室);Singapore Management University(新加坡管理大学);Fudan University(复旦大学);Singapore-MIT Alliance for Research and Technology(新加坡-麻省理工学院研究联盟);University of California, San Diego(加利福尼亚大学圣地亚哥分校);North Carolina State University(北卡罗来纳州立大学)